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20182024
most citedFast Global Convergence for Low-rank Matrix Recovery via Riemannian Gradient Descent with Random Initialization

12 citations · 13 across the 2 of their papers we have counts for

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math.OC2019

Analysis of Asymptotic Escape of Strict Saddle Sets in Manifold Optimization

Thomas Y. Hou, Zhenzhen Li, Ziyun Zhang

In this paper, we provide some analysis on the asymptotic escape of strict saddles in manifold optimization using the projected gradient descent (PGD) algorithm. One of our main co…